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Building data products is no easy feat. At TCB Analytics, we always start with the question(s) we want to answer and then immediately identify relevant data sets. At what point though, does it make sense to build something? We discuss various examples of client work in which we used Shiny to rapidly protoype, pull data from APIs, leverage Google Vision's image recognition service and more.